EchoVLM_V2_lingshu_base_7b_instruct_preview API & Inference Endpoint

🤖 Model Details

Table with columns: Item, Value
Item	Value
Paper	arXiv:2509.14977
Authors	Chaoyin She¹, Ruifang Lu²
Code	GitHub repo
Model Hub	Hugging Face

🔄 Updates

Coming soon: V2 with Chain-of-Thought reasoning and reinforcement learning enhancements—full training & inference code plus benchmark test-set will be fully open-sourced.
Dec 1, 2025: To better promote development in this field, we've open-sourced our latest instruction fine-tuned model based on Lingshu-7B. Essentially built on Qwen2.5VL, it enjoys a better ecosystem—for example, it can seamlessly leverage vLLM for accelerated inference. Released model weights on Hugging Face.
Sep 21, 2025: The full, uncleaned model codebase is now open-sourced on GitHub!
Sep 19, 2025: Released model weights on Hugging Face.
Sep 17, 2025: Paper published on arXiv.

🚀 Quick Start

Reference Qwen2.5-VL-7B-Instruct

📌 Citation

If you use this model or code in your research, please cite:

bibtex

@misc{she2025echovlmdynamicmixtureofexpertsvisionlanguage,      title={EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound Intelligence},       author={Chaoyin She and Ruifang Lu and Lida Chen and Wei Wang and Qinghua Huang},      year={2025},      eprint={2509.14977},      archivePrefix={arXiv},      primaryClass={cs.CV},      url={https://arxiv.org/abs/2509.14977}, }

🤖 Model Details

Table with columns: Item, Value
Item	Value
Paper	arXiv:2509.14977
Authors	Chaoyin She¹, Ruifang Lu²
Code	GitHub repo
Model Hub	Hugging Face

🔄 Updates

Coming soon: V2 with Chain-of-Thought reasoning and reinforcement learning enhancements—full training & inference code plus benchmark test-set will be fully open-sourced.
Dec 1, 2025: To better promote development in this field, we've open-sourced our latest instruction fine-tuned model based on Lingshu-7B. Essentially built on Qwen2.5VL, it enjoys a better ecosystem—for example, it can seamlessly leverage vLLM for accelerated inference. Released model weights on Hugging Face.
Sep 21, 2025: The full, uncleaned model codebase is now open-sourced on GitHub!
Sep 19, 2025: Released model weights on Hugging Face.
Sep 17, 2025: Paper published on arXiv.

🚀 Quick Start

Reference Qwen2.5-VL-7B-Instruct

📌 Citation

If you use this model or code in your research, please cite:

bibtex

@misc{she2025echovlmdynamicmixtureofexpertsvisionlanguage,      title={EchoVLM: Dynamic Mixture-of-Experts Vision-Language Model for Universal Ultrasound Intelligence},       author={Chaoyin She and Ruifang Lu and Lida Chen and Wei Wang and Qinghua Huang},      year={2025},      eprint={2509.14977},      archivePrefix={arXiv},      primaryClass={cs.CV},      url={https://arxiv.org/abs/2509.14977}, }

EchoVLM_V2_lingshu_base_7b_instruct_preview

README

🤖 Model Details

🔄 Updates

🚀 Quick Start

📌 Citation

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README

🤖 Model Details

🔄 Updates

🚀 Quick Start

📌 Citation